Retrieval

A methodology that involves selecting relevant data or examples from a large dataset to support tasks like prediction, learning, or inference. It enhances models by providing context or additional information, often used in systems like retrieval-augmented generation or in-context learning.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1201–1210 of 14297 papers

Title	Date	Tasks	Status	Hype
CrIBo: Self-Supervised Learning via Cross-Image Object-Level Bootstrapping	Oct 11, 2023	In-Context LearningObject	CodeCode Available	1
Language Models As Semantic Indexers	Oct 11, 2023	Contrastive LearningInformation Retrieval	CodeCode Available	1
Beyond Factuality: A Comprehensive Evaluation of Large Language Models as Knowledge Generators	Oct 11, 2023	Information RetrievalInformativeness	CodeCode Available	1
ESA: External Space Attention Aggregation for Image-Text Retrieval	Oct 10, 2023	Image-text RetrievalRetrieval	CodeCode Available	1
DrugCLIP: Contrastive Protein-Molecule Representation Learning for Virtual Screening	Oct 10, 2023	Contrastive LearningData Augmentation	CodeCode Available	1
Sentence-level Prompts Benefit Composed Image Retrieval	Oct 9, 2023	AttributeComposed Image Retrieval (CoIR)	CodeCode Available	1
GMMFormer: Gaussian-Mixture-Model Based Transformer for Efficient Partially Relevant Video Retrieval	Oct 8, 2023	Partially Relevant Video RetrievalRetrieval	CodeCode Available	1
Building an Open-Vocabulary Video CLIP Model with Better Architectures, Optimization and Data	Oct 8, 2023	Action RecognitionContinual Learning	CodeCode Available	1
DORIS-MAE: Scientific Document Retrieval using Multi-level Aspect-based Queries	Oct 7, 2023	Retrieval	CodeCode Available	1
RECOMP: Improving Retrieval-Augmented LMs with Compression and Selective Augmentation	Oct 6, 2023	Language ModelingLanguage Modelling	CodeCode Available	1

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All datasets Quora Question Pairs HotpotQA Natural Questions OK-VQA InfoSeek MVK Polyvore PubMedQA PubMedQA corpus with metadata ToolLens คลิปไวรัล!! ไอซ์ ปรีชญา ลืมปิดไลฟ์สดตอนอาบน้ำ ถูกแชร์กระหึ่มเน็ต

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	BM25S	Queries per second	183.53	—	Unverified
2	Elasticsearch	Queries per second	21.8	—	Unverified
3	BM25-PT	Queries per second	6.49	—	Unverified
4	Rank-BM25	Queries per second	1.18	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BM25S	Queries per second	20.88	—	Unverified
2	Elasticsearch	Queries per second	7.11	—	Unverified
3	Rank-BM25	Queries per second	0.04	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BM25S	Queries per second	41.85	—	Unverified
2	Elasticsearch	Queries per second	12.16	—	Unverified
3	Rank-BM25	Queries per second	0.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	FLMR	Recall@5	89.32	—	Unverified
2	RA-VQA	Recall@5	82.84	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PreFLMR	Recall@5	62.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CLIP-KIS	text-to-video Mean Rank	30	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CLIP4Outfit	Recall@5	7.59	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MetaGen Blended RAG	Accuracy (Top-1)	82.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MetaGen Blended RAG	Accuracy (Top-1)	82.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	COLT	COMP@	84.55	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	hello	0L	1,121,222	—	Unverified